个人介绍

陈军华，2023年7月博士毕业于荷兰马斯特里赫特大学（Maastricht University），2023年8月加入意昂4。以第一作者身份发表SCI检索研究论文11篇(7篇同时为通讯作者，行业主流期刊expert syst. appl, med phys, phys. med. biol., physica medica 6篇)、授权发明专利2项👱🏿。

主要研究领域

1. 医学人工智能

2. 定量医学影像分析

3. 生成模型在医学影像中的应用

代表性学术成果

论文

1. Junhua Chen, Miao Tian, Wenxin Wang, Xingmin Qi and Youjun Liu. "A Solution to Reconstruct Cross-Cut Shredded Text Documents Based on K-means algorithm and ant colony algorithm." Expert Systems with Applications, 127 (2019): 35-46. (IF2022: 8.5, 中科院分区1区Top)

2. Junhua Chen *, Haiyan Zeng, Chong Zhang, Zhenwei Shi, Andre Dekker, Leonard Wee, and Inigo Bermejo. "Lung cancer diagnosis using deep attention-based multiple instance learning and radiomics. " Medical Physics 49 (2022): 3134– 3143. (IF2022: 3.8, 中科院分区2020年2区Top) (* Corresponding author)

3. Junhua Chen *, Andre Dekker, Leonard Wee, Inigo Bermejo. "Using 3D Deep Features from CT scans for Cancer Prognosis based on a Video Classification Model: A Multi-Dataset Feasibility Study." Medical Physics, 50 (2023): 4220-4233. (IF2022: 3.8, 中科院分区2020年2区Top)

4. Junhua Chen *, Chong Zhang, Alberto Traverso, Ivan Zhovannik, Andre Dekker, Leonard Wee, and Inigo Bermejo. "Generative models improve radiomics reproducibility in low dose CTs: a simulation study." Physics in Medicine & Biology 66.16 (2021): 165002. (IF2022: 3.5, 中科院分区2区Top)

5. Junhua Chen *,#, Shenlun Chen *,#, Andre Dekker, Leonard Wee, Inigo Bermejo. "Deep Learning Based Unpaired Image-to-Image Translation Applications for Medical Physics: A Systematic Review." Physics in Medicine & Biology (# joint first authors) 68.5 (2023): 05TR01. (IF2022: 3.5, 中科院分区2区Top)

6. Junhua Chen, Daguan Ke, Zhanghong Wang and Youjun Liu. "A high splicing accuracy solution to reconstruction of cross-cut shredded text document problem." Multimedia Tools and Applications 77.15 (2018): 19281-19300. (IF2022: 3.6)

7. Junhua Chen, Xingming Qi, Wenxin Wang, Bao Li and Youjun Liu. "Real-time Locating of Surgical Incision in Cataract Phacoemulsification." Multimedia Tools and Applications 79 (2020): 30311–30327. (IF2022: 3.6)

8. Junhua Chen*, Andre Dekker, Leonard Wee, Inigo Bermejo. "Generative models improve radiomics performance in different tasks and different datasets: An experimental study." Physica Medica - European Journal of Medical Physics 98 (2022): 11-17. (IF2022: 3.4)

9. Junhua Chen*, Andre Dekker, Leonard Wee, Inigo Bermejo. "Improving reproducibility and performance of radiomics in low-dose CT using cycle GANs." Journal Of Applied Clinical Medical Physics. 23.10 (2022); e13739. (IF2022: 2.1)

10. Junhua Chen *, Chong Zhang, Leonard Wee, Andre Dekker, and Inigo Bermejo. "Are all shortcuts in encoder–decoder networks beneficial for CT denoising." Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization 11.1 (2023): 59-66. (IF2022: 1.6)

社会学术兼职

担任Medica Physica; Medical Physics; Journal of Digital Imaging; Swarm and Evolutionary Computation等期刊审稿人。